{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Generate knowledge with Semantic Graphs and RAG\n",
        "\n",
        "[txtai](https://github.com/neuml/txtai) is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.\n",
        "\n",
        "Embeddings databases are a union of vector indexes (sparse and dense), graph networks and relational databases. This enables vector search with SQL, topic modeling, retrieval augmented generation and more.\n",
        "\n",
        "Semantic graphs were introduced in late 2022 with txtai 5.0, right before the start of the LLM era. This notebook picks back up where that work left off, opening a new frontier in semantic graph integration."
      ],
      "metadata": {
        "id": "SwgRD_NGutB9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Install dependencies\n",
        "\n",
        "Install `txtai` and all dependencies."
      ],
      "metadata": {
        "id": "68Iw-nPbhYIJ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "R0AqRP7v1hdr"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "!pip install git+https://github.com/neuml/txtai autoawq==0.1.7"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Create a Semantic Graph\n",
        "\n",
        "First, we're going to create a semantic graph using data from `txtai-wikipedia`, a full Wikipedia txtai embeddings database. We'll use the top 100K articles sorted by popularity."
      ],
      "metadata": {
        "id": "_F84mqRHwpCP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from txtai import Embeddings\n",
        "\n",
        "# Create embeddings instance with a semantic graph\n",
        "embeddings = Embeddings({\n",
        "  \"autoid\": \"uuid5\",\n",
        "  \"path\": \"intfloat/e5-base\",\n",
        "  \"instructions\": {\n",
        "    \"query\": \"query: \",\n",
        "    \"data\": \"passage: \"\n",
        "  },\n",
        "  \"content\": True,\n",
        "  \"graph\": {\n",
        "      \"approximate\": False,\n",
        "      \"topics\": {}\n",
        "  }\n",
        "})\n",
        "\n",
        "# Load dataset\n",
        "wikipedia = Embeddings()\n",
        "wikipedia.load(provider=\"huggingface-hub\", container=\"neuml/txtai-wikipedia\")\n",
        "\n",
        "query = \"\"\"\n",
        "SELECT id, text FROM txtai\n",
        "order by percentile desc\n",
        "LIMIT 100000\n",
        "\"\"\"\n",
        "\n",
        "embeddings.index(wikipedia.search(query))"
      ],
      "metadata": {
        "id": "U52gN-vUxjky"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "The code above creates a new embeddings database with a graph component. This adds a separate graph index alongside the database and vector index components.\n",
        "\n",
        "A semantic graph automatically creates edges between graph nodes using the vector model associated with the embeddings database. Relationships can also be manually specified.\n",
        "\n",
        "Next, we'll run a search and return a filtered graph containing only the results of a search. This is a new feature as of txtai 6.4."
      ],
      "metadata": {
        "id": "0K6NIk3kL_Ne"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "graph = embeddings.search(\"Large Language Models\", 50, graph=True)"
      ],
      "metadata": {
        "id": "A_mqCECHHxQ7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's repeat that again, this ran a search and created it's own graph of the search results. 🔥🔥🔥 This opens up a lot of interesting possibilities!\n",
        "\n",
        "Time to plot the search results."
      ],
      "metadata": {
        "id": "SPTkKgxQN90m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import networkx as nx\n",
        "\n",
        "def plot(graph):\n",
        "    options = {\n",
        "        \"node_size\": 750,\n",
        "        \"node_color\": \"#03a9f4\",\n",
        "        \"edge_color\": \"#cfcfcf\",\n",
        "        \"font_color\": \"#fff\",\n",
        "        \"font_size\": 8,\n",
        "        \"alpha\": 1.0\n",
        "    }\n",
        "\n",
        "    plt.figure(figsize=(15, 5))\n",
        "    pos = nx.spring_layout(graph.backend, seed=0, k=0.85, iterations=50)\n",
        "    nx.draw_networkx(graph.backend, pos=pos, **options)\n",
        "    plt.show()\n",
        "\n",
        "plot(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "P5mgmrgO6b5Y",
        "outputId": "ff52cbb7-e267-429a-913f-fb01ae6908b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This graph shows all the interconnections between the search results. The numbers on each node are the internal node id (same as the index id in an embeddings index).\n",
        "\n",
        "Let's explore the path between two of these nodes."
      ],
      "metadata": {
        "id": "5tyi7q9fOaja"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for x in graph.showpath(49740, 96081):\n",
        "    print(graph.node(x))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JQQQBzdX7slw",
        "outputId": "ab64b244-97fe-4118-b0df-d54dbd130878"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'id': 'Linguistic relativity', 'text': \"The idea of linguistic relativity, also known as the Sapir–Whorf hypothesis, the Whorf hypothesis, or Whorfianism, is a principle suggesting that the structure of a language influences its speakers' worldview or cognition, and thus individuals' languages determine or shape their perceptions of the world. \", 'topic': 'language_word_languages_also', 'topicrank': 5, 'score': 0.794975996017456}\n",
            "{'id': 'Input hypothesis', 'text': 'The input hypothesis, also known as the monitor model, is a group of five hypotheses of second-language acquisition developed by the linguist Stephen Krashen in the 1970s and 1980s. Krashen originally formulated the input hypothesis as just one of the five hypotheses, but over time the term has come to refer to the five hypotheses as a group. The hypotheses are the input hypothesis, the acquisition–learning hypothesis, the monitor hypothesis, the natural order hypothesis and the affective filter hypothesis. The input hypothesis was first published in 1977.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 88, 'score': 0.7856757044792175}\n",
            "{'id': 'Natural language processing', 'text': 'Natural language processing (NLP) is an interdisciplinary subfield of computer science and linguistics. It is primarily concerned with giving computers the ability to support and manipulate human language. It involves processing natural language datasets, such as text corpora or speech corpora, using either rule-based or probabilistic (i.e. statistical and, most recently, neural network-based) machine learning approaches. The goal is a computer capable of \"understanding\" the contents of documents, including the contextual nuances of the language within them. The technology can then accurately extract information and insights contained in the documents as well as categorize and organize the documents themselves.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 32, 'score': 0.7930917739868164}\n",
            "{'id': 'ML (programming language)', 'text': 'ML (Meta Language) is a functional programming language. It is known for its use of the polymorphic Hindley–Milner type system, which automatically assigns the data types of most expressions without requiring explicit type annotations (type inference), and ensures type safety; there is a formal proof that a well-typed ML program does not cause runtime type errors. ML provides pattern matching for function arguments, garbage collection, imperative programming, call-by-value and currying. While a general-purpose programming language, ML is used heavily in programming language research and is one of the few languages to be completely specified and verified using formal semantics. Its types and pattern matching make it well-suited and commonly used to operate on other formal languages, such as in compiler writing, automated theorem proving, and formal verification.', 'topic': 'programming_language_computer_used', 'topicrank': 17, 'score': 0.7853577136993408}\n",
            "{'id': 'Domain-specific language', 'text': 'A domain-specific language (DSL) is a computer language specialized to a particular application domain. This is in contrast to a general-purpose language (GPL), which is broadly applicable across domains. There are a wide variety of DSLs, ranging from widely used languages for common domains, such as HTML for web pages, down to languages used by only one or a few pieces of software, such as MUSH soft code. DSLs can be further subdivided by the kind of language, and include domain-specific markup languages, domain-specific modeling languages (more generally, specification languages), and domain-specific programming languages. Special-purpose computer languages have always existed in the computer age, but the term \"domain-specific language\" has become more popular due to the rise of domain-specific modeling. Simpler DSLs, particularly ones used by a single application, are sometimes informally called mini-languages.', 'topic': 'programming_language_computer_used', 'topicrank': 2, 'score': 0.7803027629852295}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The logic above walked the graph starting at the node for `Linguistic relativity (49740)` and ending at `Domain-specific language(96081)`.\n",
        "\n",
        "The nodes in between are semantically related and were used to find a semantic path between the nodes."
      ],
      "metadata": {
        "id": "d-fMy7NqRDMp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# RAG with Semantic Graphs\n",
        "\n",
        "Retrieval augmented generation (RAG) helps reduce the risk of hallucinations by limiting the context in which a LLM can generate answers. This is typically done with a vector search query that hydrates a prompt with a relevant context.\n",
        "\n",
        "Can we use the semantic graph to power a RAG system? Of course but how?\n",
        "\n",
        "Looking at the graph above, the most connected nodes are in the middle of the graph. These nodes are the ones that best overall cover the topic in the original query.\n",
        "\n",
        "Where does this differ from a vector query? Well this method not only looks at semantic similarity between the search and results but the similarity within the results. It's effectively judging the results to see which result is most similar to other results.\n",
        "\n",
        "Let's show the top 10 central nodes in the graph."
      ],
      "metadata": {
        "id": "C7KJw79SPo3P"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for x in list(graph.centrality().keys())[:10]:\n",
        "    print(graph.node(x))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XWsLf1-N73rN",
        "outputId": "045bfbe1-5181-49ce-8141-f5ad1dc1d363"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'id': 'Generative pre-trained transformer', 'text': 'Generative pre-trained transformers (GPT) are a type of large language model (LLM) and a prominent framework for generative artificial intelligence. They are artificial neural networks that are used in natural language processing tasks. GPTs are based on the transformer architecture, pre-trained on large data sets of unlabelled text, and able to generate novel human-like content. As of 2023, most LLMs have these characteristics and are sometimes referred to broadly as GPTs.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 11, 'score': 0.8267544507980347}\n",
            "{'id': 'Large language model', 'text': 'A large language model (LLM) is a large-scale language model notable for its ability to achieve general-purpose language understanding and generation. LLMs acquire these abilities by using massive amounts of data to learn billions of parameters during training and consuming large computational resources during their training and operation. LLMs are artificial neural networks (mainly transformers) and are (pre)trained using self-supervised learning and semi-supervised learning.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 44, 'score': 0.9012120962142944}\n",
            "{'id': 'Natural language processing', 'text': 'Natural language processing (NLP) is an interdisciplinary subfield of computer science and linguistics. It is primarily concerned with giving computers the ability to support and manipulate human language. It involves processing natural language datasets, such as text corpora or speech corpora, using either rule-based or probabilistic (i.e. statistical and, most recently, neural network-based) machine learning approaches. The goal is a computer capable of \"understanding\" the contents of documents, including the contextual nuances of the language within them. The technology can then accurately extract information and insights contained in the documents as well as categorize and organize the documents themselves.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 32, 'score': 0.7930917739868164}\n",
            "{'id': 'BERT (language model)', 'text': 'Bidirectional Encoder Representations from Transformers (BERT) is a language model based on the transformer architecture, notable for its dramatic improvement over previous state of the art models. It was introduced in October 2018 by researchers at Google. A 2020 literature survey concluded that \"in a little over a year, BERT has become a ubiquitous baseline in Natural Language Processing (NLP) experiments counting over 150 research publications analyzing and improving the model.\"', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 76, 'score': 0.8038361072540283}\n",
            "{'id': 'GPT-4', 'text': 'Generative Pre-trained Transformer 4 (GPT-4) is a multimodal large language model created by OpenAI, and the fourth in its series of GPT foundation models. It was initially released on March 14, 2023, and has been made publicly available via the paid chatbot product ChatGPT Plus, and via OpenAI\\'s API.  As a transformer-based model, GPT-4 uses a paradigm where pre-training using both public data and \"data licensed from third-party providers\" is used to predict the next token. After this step, the model was then fine-tuned with reinforcement learning feedback from humans and AI for human alignment and policy compliance.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 57, 'score': 0.808547854423523}\n",
            "{'id': 'DALL-E', 'text': 'DALL·E, DALL·E 2, and DALL·E 3 are text-to-image models developed by OpenAI using deep learning methodologies to generate digital images from natural language descriptions, called \"prompts\". ', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 79, 'score': 0.8013205528259277}\n",
            "{'id': 'GPT-3', 'text': 'Generative Pre-trained Transformer 3 (GPT-3) is a large language model released by OpenAI in 2020. Like its predecessor, GPT-2, it is a decoder-only transformer model of deep neural network, which supersedes recurrence- and convolution-based architectures with a technique known as \"attention\". This attention mechanism allows the model to selectively focus on segments of input text it predicts to be most relevant. It uses a 2048-tokens-long context and a hitherto-unprecedented 175 billion parameters, requiring 800GB of storage space, and has demonstrated strong \"zero-shot\" and \"few-shot\" learning abilities on many tasks.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 53, 'score': 0.8063850998878479}\n",
            "{'id': 'LLaMA', 'text': 'LLaMA (Large Language Model Meta AI) is a family of large language models (LLMs), released by Meta AI starting in February 2023. ', 'score': 0.8551499843597412}\n",
            "{'id': 'LaMDA', 'text': \"LaMDA (Language Model for Dialogue Applications) is a family of conversational large language models developed by Google. Originally developed and introduced as Meena in 2020, the first-generation LaMDA was announced during the 2021 Google I/O keynote, while the second generation was announced the following year. In June 2022, LaMDA gained widespread attention when Google engineer Blake Lemoine made claims that the chatbot had become sentient. The scientific community has largely rejected Lemoine's claims, though it has led to conversations about the efficacy of the Turing test, which measures whether a computer can pass for a human. In February 2023, Google announced Bard, a conversational artificial intelligence chatbot powered by LaMDA, to counter the rise of OpenAI's ChatGPT.\", 'topic': 'artificial_learning_intelligence_based', 'topicrank': 67, 'score': 0.8128454089164734}\n",
            "{'id': 'ChatGPT', 'text': 'ChatGPT (Chat Generative Pre-trained Transformer) is a chatbot developed by OpenAI and launched on November 30, 2022. Based on a large language model, it enables users to refine and steer a conversation towards a desired length, format, style, level of detail, and language. Successive prompts and replies, known as prompt engineering, are considered at each conversation stage as a context.', 'topic': 'artificial_learning_intelligence_based', 'topicrank': 72, 'score': 0.7816741466522217}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Overall, these all pass the eye test. If we scroll over to see the associated score with the original query we'll note that the highest scores aren't necessarily the most central nodes.\n",
        "\n",
        "Conceptually this makes sense. We searched for `Large Language Models`, so that page makes sense to score highly. Then we have the GPT page which is even more central. When we think of core concepts with LLMs and the most popular incarnation, ChatGPT, this also makes sense.\n",
        "\n",
        "Now let's load a LLM and use the central graph nodes as context for RAG."
      ],
      "metadata": {
        "id": "V1P72uXDShkJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from txtai.pipeline import LLM\n",
        "llm = LLM(\"TheBloke/Mistral-7B-OpenOrca-AWQ\")"
      ],
      "metadata": {
        "id": "hqHjKQ878TBX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def facts(graph):\n",
        "    question = \"List 5 facts from this text\"\n",
        "    text = \"\\n\".join(graph.node(x)[\"text\"] for x in list(graph.centrality().keys())[:10])\n",
        "\n",
        "    prompt = f\"\"\"<|im_start|>system\n",
        "    You are a friendly assistant. You answer questions from users.<|im_end|>\n",
        "    <|im_start|>user\n",
        "    Answer the following question using only the context below. Only include information specifically discussed.\n",
        "\n",
        "    question: {question}\n",
        "    context: {text} <|im_end|>\n",
        "    <|im_start|>assistant\n",
        "    \"\"\"\n",
        "\n",
        "    print(llm(prompt, maxlength=4096))\n",
        "\n",
        "facts(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jZX4fxFv_28v",
        "outputId": "bd167b8d-b238-420a-b38e-728565b87d97"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1. GPTs are a type of large language model (LLM) and a prominent framework for generative artificial intelligence.\n",
            "2. They are artificial neural networks used in natural language processing tasks and are based on the transformer architecture.\n",
            "3. GPTs are pre-trained on large data sets of unlabelled text and can generate novel human-like content.\n",
            "4. As of 2023, most LLMs have these characteristics and are sometimes referred to broadly as GPTs.\n",
            "5. LLMs acquire their abilities by using massive amounts of data to learn billions of parameters during training and consume large computational resources during their training and operation.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "An interesting summary on LLMs. It's no surprise that GPT and LLM are almost interchangable!"
      ],
      "metadata": {
        "id": "6poUw0AbTcQV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Explore Wikipedia\n",
        "\n",
        "RAG with Semantic Graphs is great when we don't have a direct question but instead want to explore a topic. We can start with a topic and this method can tell us about the data. Often one of the hardest parts of search is knowing what to look for.\n",
        "\n",
        "Let's explore some history."
      ],
      "metadata": {
        "id": "0JGjObsxT4D8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "query = \"\"\"\n",
        "SELECT id, text FROM txtai\n",
        "WHERE similar(:x)\n",
        "LIMIT 5000\n",
        "\"\"\"\n",
        "\n",
        "embeddings.index(wikipedia.search(query, parameters={\"x\": \"Vikings in the middle ages\"}))\n",
        "\n",
        "graph = embeddings.search(\"Viking raids in Ireland\", 50, graph=True)\n",
        "plot(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "wBmYvpFK6LTl",
        "outputId": "441c1bd0-a1c8-41e6-b663-b02b3bbdb84c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's learn about the Viking Age in Ireland."
      ],
      "metadata": {
        "id": "ZrJ2yanoURDb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "facts(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0TMUrlGWHavi",
        "outputId": "30bcedbf-b08a-4847-e4a7-266d26251f21"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1. The Battle of Tara was fought between the Gaelic Irish of Meath, led by Máel Sechnaill mac Domnaill, and the Norse Vikings of Dublin, led by Amlaíb Cuarán, in 980 near the Hill of Tara in Ireland.\n",
            "2. The Vikings had formed temporary alliances with certain Irish clans between 950-980 AD, which allowed them to continue their raids and plunder of the island.\n",
            "3. The Battle of Tara was a devastating defeat for the Vikings, leading to the Irish regaining control of Dublin.\n",
            "4. The First Viking Age in Ireland began in 795 with Viking raiders targeting Gaelic Irish coastal settlements.\n",
            "5. The Norse Kingdom of Dublin, the earliest and longest-lasting Norse kingdom in Ireland, was established by Vikings in the 9th century and became the biggest slave port in Western Europe under their rule.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Interesting, I definitely learned a few things!\n",
        "\n",
        "Now let's learn about the Roman Empire and it's armies."
      ],
      "metadata": {
        "id": "EpFpcM4vUWXV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "embeddings.index(wikipedia.search(query, parameters={\"x\": \"Roman Empire\"}))\n",
        "\n",
        "graph = embeddings.search(\"Roman soldiers\", 50, graph=True)\n",
        "plot(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "M3971LbqHgFR",
        "outputId": "ca17cc05-c979-4d32-9516-c2397cfe611b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "facts(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k26lJ7BNHpNG",
        "outputId": "80e1ac67-9b2b-4736-8fa6-d26676b1e9e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1. Vexillarius is a term referring to a type of Roman soldier.\n",
            "2. A numerus was a unit of the Roman army.\n",
            "3. Roman legionaries were professional heavy infantrymen who conquered and defended territories during the late Republic and Principate eras.\n",
            "4. Comitatenses and later Palatini were units of the field armies of the late Roman Empire, replacing the legionaries.\n",
            "5. A hastiliarius was a weapons instructor in the Roman Empire who trained troops in standard weapons and fighting techniques.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Explore ArXiv\n",
        "\n",
        "There is also a full ArXiv txtai index available on the Hugging Face Hub. This has the full metadata set (titles + abstracts). Let's take a look at this."
      ],
      "metadata": {
        "id": "DRfMGc3oVDPg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Load dataset\n",
        "arxiv = Embeddings()\n",
        "arxiv.load(provider=\"huggingface-hub\", container=\"neuml/txtai-arxiv\")\n",
        "\n",
        "query = \"\"\"\n",
        "SELECT id, text FROM txtai\n",
        "WHERE similar(:x)\n",
        "LIMIT 1000\n",
        "\"\"\""
      ],
      "metadata": {
        "id": "1Ysf5NchBc39"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "embeddings.index(arxiv.search(query, parameters={\"x\": \"Retrieval-Augmented Generation\"}))\n",
        "\n",
        "graph = embeddings.search(\"Best ways to populate context\", 50, graph=True)\n",
        "plot(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "4GXihzyWErAJ",
        "outputId": "088b06e6-f4a3-45e7-9caa-8f23205e91b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "facts(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NfhhxrqDFAwj",
        "outputId": "c567505e-5a35-4b8d-dd16-5077bb9e3c58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1. Context Tuning for Retrieval Augmented Generation (RAG) improves tool retrieval and plan generation by employing a smart context retrieval system to fetch relevant information.\n",
            "2. Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models aims to improve downstream performance of smaller models by generating synthetic data.\n",
            "3. Query Expansion by Prompting Large Language Models leverages the generative abilities of LLMs for query expansion using prompts like zero-shot, few-shot, and Chain-of-Thought (CoT).\n",
            "4. In-Context Retrieval-Augmented Language Models prepend grounding documents to the input without modifying the LM architecture, providing significant LM gains across model sizes and diverse corpora.\n",
            "5. Generate rather than Retrieve: Large Language Models are Strong Context Generators proposes a generate-then-read (GenRead) method that prompts a large language model to generate context-based documents for answering questions.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This wouldn't be an article about RAG without exploring the literature available on RAG! Definitely some interesting articles here.\n",
        "\n",
        "Last we'll run my \"go-to\" ArXiv demo query on the search for ET 👽."
      ],
      "metadata": {
        "id": "bYSqWqaJVUUU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "embeddings.index(arxiv.search(query, parameters={\"x\": \"Alien life\"}))\n",
        "\n",
        "graph = embeddings.search(\"Alien encounters on Earth\", 50, graph=True)\n",
        "plot(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "HLo9hlSoEW8m",
        "outputId": "29e47454-c232-42e8-db9e-3f04f41e8224"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "facts(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pRc59NOzEhyX",
        "outputId": "3a1f193c-a0c6-448a-9bc8-e4b7784ab09b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1. Earth has been thoroughly surveilled.\n",
            "2. Earth will be contacted in due course.\n",
            "3. SETI beyond half the distance that Earth's EM has reached (~35-50 LY) is futile.\n",
            "4. The very quiescence of the galaxy paradoxically implies that that Drake's N = many, and that there is a system of galactic governance.\n",
            "5. Search strategies are proposed to detect the described probe-node-land base communications pathway.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The literature in ArXiv is pretty direct on what's going to happen! 👽"
      ],
      "metadata": {
        "id": "LQFlOOprXhP7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Topic Generation\n",
        "\n",
        "The last item we'll cover in this article is topic generation. Semantic graphs have a built-in method to create topic labels using a BM25 index. This works well enough to give a general idea on what the documents in an article discuss.\n",
        "\n",
        "Can we do better with a LLM?"
      ],
      "metadata": {
        "id": "-Olk7o98Wk0h"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def topic(graph):\n",
        "    topic = list(graph.topics.keys())[0]\n",
        "\n",
        "    text = \"\\n\".join(graph.node(x)[\"text\"] for x in graph.topics[topic])\n",
        "\n",
        "    prompt = f\"\"\"<|im_start|>system\n",
        "    You are a friendly assistant. You answer questions from users.<|im_end|>\n",
        "    <|im_start|>user\n",
        "    Label the following text with a topic name in a couple words.\n",
        "\n",
        "    text: {text}\n",
        "    topic: <|im_end|>\n",
        "    <|im_start|>assistant\n",
        "    \"\"\"\n",
        "\n",
        "    print(f\"Topic: \\\"{topic}\\\", Generated Topic: \\\"{llm(prompt, maxlength=4096)}\\\"\")\n",
        "\n",
        "topic(graph)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UZyaV1jOF6bV",
        "outputId": "ce42973f-28a5-41c8-abeb-b1e017d97c38"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Topic: \"often_space_we_earth\", Generated Topic: \"UFOs and Alien Encounters\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The code above took the article text for a topic and run it through a LLM prompt. Looking at the original topic, we have some idea on what it has to do with but the LLM is much more direct.\n",
        "\n",
        "The BM25 index is fast. The LLM is not. It's a tradeoff but an option to consider."
      ],
      "metadata": {
        "id": "4l2j02wBXELh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Wrapping up\n",
        "\n",
        "This notebook (re)introduced the semantic graph and ways that it can be used standalone as well as with LLMs/RAG.\n",
        "\n",
        "Semantic graphs, as constructed in txtai, are a novel approach that few if any other systems have. So expect some disruption once this becomes more popular and known!"
      ],
      "metadata": {
        "id": "8wGf3O_2YGbd"
      }
    }
  ]
}
